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Zihan Zhang

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#machine learning Preprint Oct 2026

Learning ab initio phase-field models

Simulating microstructure evolution requires quantum-mechanical accuracy and mesoscopic reach in length and time scales, a combination that no current method achieves. Classical phase-field models provide this reach, but their accuracy is limited by phenomenological free energies and mobilities. Here we develop a frame...

Meng-Yi Chen, Pei-Chen Zhong, Zihan Zhang et al. · 1 citation

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